{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Retrieving Data\n",
    "We will retrieve the dataset that was created in the previous [tutorial](https://github.com/activeloopai/Hub/blob/master/examples/tutorial/Tutorial%201a%20-%20Uploading%20Images.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import hub\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "tag = \"mynameisvinn/faces\"\n",
    "ds = hub.load(tag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9401fabd30>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = ds[\"image\", 5].compute()\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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